Neutrinos must exist to satisfy conservation of lepton number. Specifically, the weak interaction can change flavor. In beta decay (for example), a down quark changes into an up quark, which converts a neutron into a proton and emits an electron. Conservation of lepton number implies that another particle must also be emitted with the properties of a neutrino.